Missing samples reconstruction using an efficient and robust instantaneous frequency estimation algorithm

被引:2
|
作者
Ali, Sadiq [1 ]
Khan, Nabeel Ali [2 ]
机构
[1] Univ Engn & Technol, Dept Elect Engn, Peshawar, Pakistan
[2] Fdn Univ Islamabad, Fac Engn & Informat Technol, Islamabad, Pakistan
关键词
Instantaneous frequency estimation; missing samples; sparse reconstruction; time frequency filtering; AM-FM; FM SIGNALS; RECOVERY; SET;
D O I
10.55730/1300-0632.3849
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In order to recover missing samples in a nonstationary signal, this paper employs a time-signal analysis and filtering method. The instantaneous frequency of a multicomponent signal is first estimated by employing a robust and computationally efficient method. Then the time-frequency filtering is performed using a dechirping operation to recover missing samples. These steps are repeated until convergence. The proposed method achieves better performance than the state of art methods both in terms of the accuracy of the recovered signal and computational efficiency.
引用
收藏
页码:1284 / 1298
页数:16
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